from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.047 | 0.018 | 0.0 | 0.017 | -1 | 1 | 0.663 | 2.119 | 0.142 | 8.046 | 0.538 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.047 | 0.018 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.029 | 0.006 | 593.657 | 123.748 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.008 | 0.0 | 0.313 | -1 | 1 | 1.000 | 2.119 | 0.142 | 0.148 | 0.011 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.313 | 0.008 | 0.0 | 0.313 | -1 | 1 | 1.000 | 0.029 | 0.006 | 10.900 | 2.290 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.029 | 0.022 | 0.0 | 0.017 | -1 | 5 | 0.757 | 3.307 | 0.207 | 5.150 | 0.322 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.029 | 0.022 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.028 | 0.003 | 608.080 | 74.062 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.006 | 0.0 | 0.311 | -1 | 5 | 1.000 | 3.307 | 0.207 | 0.094 | 0.006 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.006 | 0.0 | 0.311 | -1 | 5 | 1.000 | 0.028 | 0.003 | 11.116 | 1.372 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.116 | 0.010 | 0.0 | 0.017 | 1 | 100 | 0.882 | 2.160 | 0.034 | 7.924 | 0.126 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.116 | 0.010 | 0.0 | 0.017 | 1 | 100 | 0.882 | 0.025 | 0.000 | 674.334 | 8.475 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.314 | 0.006 | 0.0 | 0.314 | 1 | 100 | 1.000 | 2.160 | 0.034 | 0.145 | 0.004 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.314 | 0.006 | 0.0 | 0.314 | 1 | 100 | 1.000 | 0.025 | 0.000 | 12.365 | 0.280 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.291 | 0.015 | 0.0 | 0.017 | -1 | 100 | 0.882 | 2.967 | 0.146 | 5.827 | 0.286 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.291 | 0.015 | 0.0 | 0.017 | -1 | 100 | 0.882 | 0.028 | 0.004 | 609.215 | 78.278 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.312 | 0.007 | 0.0 | 0.312 | -1 | 100 | 1.000 | 2.967 | 0.146 | 0.105 | 0.006 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.312 | 0.007 | 0.0 | 0.312 | -1 | 100 | 1.000 | 0.028 | 0.004 | 11.008 | 1.437 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.986 | 0.026 | 0.0 | 0.017 | 1 | 5 | 0.757 | 2.074 | 0.026 | 8.188 | 0.104 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.986 | 0.026 | 0.0 | 0.017 | 1 | 5 | 0.757 | 0.024 | 0.000 | 715.448 | 8.001 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.007 | 0.0 | 0.311 | 1 | 5 | 1.000 | 2.074 | 0.026 | 0.150 | 0.004 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.007 | 0.0 | 0.311 | 1 | 5 | 1.000 | 0.024 | 0.000 | 13.119 | 0.331 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.538 | 0.032 | 0.0 | 0.018 | 1 | 1 | 0.663 | 1.198 | 0.018 | 14.644 | 0.218 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.538 | 0.032 | 0.0 | 0.018 | 1 | 1 | 0.663 | 0.022 | 0.000 | 785.134 | 11.053 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.005 | 0.0 | 0.301 | 1 | 1 | 1.000 | 1.198 | 0.018 | 0.251 | 0.005 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.005 | 0.0 | 0.301 | 1 | 1 | 1.000 | 0.022 | 0.000 | 13.475 | 0.278 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.713 | 0.018 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.736 | 0.028 | 2.139 | 0.037 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.713 | 0.018 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.008 | 0.003 | 478.044 | 180.533 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 1 | 1.000 | 1.736 | 0.028 | 0.139 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 1 | 1.000 | 0.008 | 0.003 | 31.147 | 11.774 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.670 | 0.009 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.645 | 0.025 | 1.387 | 0.013 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.670 | 0.009 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.009 | 0.002 | 418.388 | 113.896 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 5 | 1.000 | 2.645 | 0.025 | 0.091 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 5 | 1.000 | 0.009 | 0.002 | 27.404 | 7.473 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.718 | 0.013 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.949 | 0.005 | 1.908 | 0.008 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.718 | 0.013 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1352.009 | 81.064 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 100 | 1.000 | 1.949 | 0.005 | 0.124 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 100 | 1.000 | 0.003 | 0.000 | 87.607 | 5.475 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.729 | 0.053 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.759 | 0.042 | 1.352 | 0.028 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.729 | 0.053 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.011 | 0.006 | 328.972 | 161.590 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 100 | 1.000 | 2.759 | 0.042 | 0.088 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.004 | 0.0 | 0.242 | -1 | 100 | 1.000 | 0.011 | 0.006 | 21.353 | 10.489 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.680 | 0.011 | 0.0 | 0.004 | 1 | 5 | 0.922 | 2.029 | 0.023 | 1.814 | 0.021 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.680 | 0.011 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1155.600 | 58.673 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.004 | 0.0 | 0.244 | 1 | 5 | 1.000 | 2.029 | 0.023 | 0.120 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.004 | 0.0 | 0.244 | 1 | 5 | 1.000 | 0.003 | 0.000 | 76.765 | 4.052 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.735 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.167 | 0.038 | 3.201 | 0.106 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.735 | 0.013 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2216.000 | 244.726 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.003 | 0.0 | 0.242 | 1 | 1 | 1.000 | 1.167 | 0.038 | 0.207 | 0.007 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.003 | 0.0 | 0.242 | 1 | 1 | 1.000 | 0.002 | 0.000 | 143.533 | 15.969 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.937 | 0.000 | 0.0 | 0.123 | -1 | 1 | 0.929 | 0.533 | 0.037 | 230.485 | 15.830 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.937 | 0.000 | 0.0 | 0.123 | -1 | 1 | 0.929 | 0.002 | 0.000 | 49295.846 | 9103.424 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.635 | 0.078 | 0.0 | 2.635 | -1 | 1 | 1.000 | 0.533 | 0.037 | 4.941 | 0.369 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.635 | 0.078 | 0.0 | 2.635 | -1 | 1 | 1.000 | 0.002 | 0.000 | 1056.748 | 197.635 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.862 | 0.000 | 0.0 | 0.120 | -1 | 5 | 0.946 | 1.147 | 0.034 | 104.512 | 3.089 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.862 | 0.000 | 0.0 | 0.120 | -1 | 5 | 0.946 | 0.006 | 0.003 | 18562.390 | 8417.338 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.659 | 0.111 | 0.0 | 2.659 | -1 | 5 | 1.000 | 1.147 | 0.034 | 2.319 | 0.118 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.659 | 0.111 | 0.0 | 2.659 | -1 | 5 | 1.000 | 0.006 | 0.003 | 411.842 | 187.537 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.788 | 0.000 | 0.0 | 0.127 | 1 | 100 | 0.951 | 6.027 | 0.112 | 21.036 | 0.392 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 126.788 | 0.000 | 0.0 | 0.127 | 1 | 100 | 0.951 | 0.004 | 0.001 | 34572.115 | 10467.369 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 5.559 | 2.282 | 0.0 | 5.559 | 1 | 100 | 1.000 | 6.027 | 0.112 | 0.922 | 0.379 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 5.559 | 2.282 | 0.0 | 5.559 | 1 | 100 | 1.000 | 0.004 | 0.001 | 1515.946 | 773.160 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.777 | 0.000 | 0.0 | 0.126 | -1 | 100 | 0.951 | 3.498 | 0.150 | 35.953 | 1.542 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 125.777 | 0.000 | 0.0 | 0.126 | -1 | 100 | 0.951 | 0.006 | 0.001 | 20403.831 | 3282.812 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.661 | 0.148 | 0.0 | 2.661 | -1 | 100 | 1.000 | 3.498 | 0.150 | 0.761 | 0.054 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.661 | 0.148 | 0.0 | 2.661 | -1 | 100 | 1.000 | 0.006 | 0.001 | 431.655 | 73.504 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.202 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 1.822 | 0.042 | 74.764 | 1.741 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.202 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 0.002 | 0.001 | 87282.024 | 28977.488 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.665 | 0.123 | 0.0 | 2.665 | 1 | 5 | 1.000 | 1.822 | 0.042 | 1.463 | 0.076 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.665 | 0.123 | 0.0 | 2.665 | 1 | 5 | 1.000 | 0.002 | 0.001 | 1707.980 | 572.505 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 139.872 | 0.000 | 0.0 | 0.140 | 1 | 1 | 0.929 | 0.989 | 0.046 | 141.435 | 6.600 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 139.872 | 0.000 | 0.0 | 0.140 | 1 | 1 | 0.929 | 0.001 | 0.000 | 138011.816 | 40488.770 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.635 | 0.064 | 0.0 | 2.635 | 1 | 1 | 1.000 | 0.989 | 0.046 | 2.664 | 0.140 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.635 | 0.064 | 0.0 | 2.635 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2599.647 | 765.279 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.022 | 0.001 | 1.925 | 0.088 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.003 | 0.000 | 13.205 | 1.244 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.022 | 0.001 | 0.270 | 0.013 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.003 | 0.000 | 1.850 | 0.178 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.025 | 0.002 | 1.515 | 0.111 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 15.881 | 2.733 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.025 | 0.002 | 0.229 | 0.016 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.402 | 0.412 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.034 | 0.000 | 1.865 | 0.050 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 94.396 | 28.362 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.034 | 0.000 | 0.172 | 0.002 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.703 | 2.607 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.037 | 0.003 | 1.672 | 0.142 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.003 | 0.000 | 21.195 | 1.929 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.037 | 0.003 | 0.154 | 0.013 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.003 | 0.000 | 1.958 | 0.180 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.020 | 0.000 | 2.011 | 0.021 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 64.014 | 21.732 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.020 | 0.000 | 0.265 | 0.008 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.423 | 2.869 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.019 | 0.000 | 2.105 | 0.022 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 63.469 | 18.190 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.301 | 0.005 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 9.063 | 2.601 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.486 | 0.036 | 0.002 | 0.000 | 0.824 | 0.107 | 0.001 | 4.560 | 0.343 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.486 | 0.036 | 0.002 | 0.000 | 0.824 | 0.016 | 0.001 | 30.504 | 2.622 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.382 | 0.009 | 0.000 | 0.382 | 1.000 | 0.107 | 0.001 | 3.585 | 0.084 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.382 | 0.009 | 0.000 | 0.382 | 1.000 | 0.016 | 0.001 | 23.979 | 1.144 | See | See |